explain your experience with use factor analysis if you have ?
Certainly, here's a rephrased version:
"Factor analysis, a statistical technique, finds application in a range of fields extending beyond its common use in the social sciences. This technique is also relevant in various disciplines:
Mohammed Ausama Alkatib
Just check out what factor analysis does (it finds common patterns) and use it if it is fit for purpose.
Exploratory factor analysis (abbreviated as EFA) searches for patterns in correlation matrices, so that more highly correlated sets of variables are combined into different factors. Confirmatory factor analysis (CFA) evaluates the fit of a set of correlations to a pre-specified set of factors.
Exploratory Factor Analysis (EFA) is used to discover underlying factors in data without predefined theories, while Confirmatory Factor Analysis (CFA) tests predefined factor structures based on theory. EFA is data-driven, determines the number of factors statistically, and does not evaluate model fit, whereas CFA is theory-driven, fixes the number of factors, and assesses model fit using fit indices. EFA generates hypotheses, while CFA confirms or disproves theories. Researchers often use EFA first, followed by CFA to refine factor models. Here is a helpful read.
Gorsuch, R. L. (2014). Factor analysis (2nd ed.). Routledge. https://doi.org/10.4324/9781315735740
Good luck,
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